The Best Text Analysis Software in 2026
MAXQDA is the top-ranked text analysis software of the 27 we ranked (9.3/10), best for established qualitative and mixed-methods teams. SAS Visual Text Analytics is the runner-up (9.1/10), and Azure AI Speech is the highest-ranked option with a listed free plan (7.6/10). We researched text analysis software using official vendor websites, including pricing pages, plan tables, and product documentation. Rankings focus on the category’s core job, value for money, and verified features that help buyers analyze written language and uncover useful patterns.
Our top picks
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Top ranked
MAXQDA#1 of 279.3/10Desktop analysis for teams combining qualitative research with text and statistical methods.
14-day trial
-
Runner-up
SAS Visual Text Analytics#2 of 279.1/10An enterprise text-analysis suite for modeling, classification and SAS workflow integration.
Pricing on request
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Top-ranked free plan
Azure AI Speech#12 of 277.6/10A capable speech-generation service, but not a tool for analyzing text.
Free plan
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 27 tools, best first
-
Best forEstablished qualitative and mixed-methods teams
Desktop analysis for teams combining qualitative research with text and statistical methods.
- Topic modeling
- Sentiment analysis
9.3/10★★★★★Visit MAXQDA -
Best forLarge organizations building text analytics workflows
An enterprise text-analysis suite for modeling, classification and SAS workflow integration.
- Topic modeling
- Entity extraction
- Sentiment analysis
9.1/10★★★★★Visit SAS -
Best forResearchers analyzing mixed media and surveys
A multimodal research workspace with AI analysis, transcription, and collaboration.
- Topic modeling
- Entity extraction
- Sentiment analysis
8.8/10★★★★☆Visit ATLAS.ti -
Best forAnalysts needing advanced text mining and classification
A broad desktop text-analysis toolkit for research teams working with unstructured text.
- Topic modeling
- Entity extraction
- Sentiment analysis
8.6/10★★★★☆Visit WordStat -
Best forQualitative teams needing coding plus text analytics
A desktop research workbench combining qualitative coding with AI-assisted text analysis.
- Entity extraction
- Sentiment analysis
8.4/10★★★★☆Visit QDA Miner -
Best forMid-market and enterprise NLP programs
Configurable NLP across cloud, self-hosted, API, and web-based deployments.
- Entity extraction
- Sentiment analysis
8.3/10★★★★☆Visit Lexalytics -
Best forEnterprises analyzing customer feedback at scale
Unifies feedback analysis across channels, with custom pricing aimed at mid-market and enterprise teams.
- Sentiment analysis
8.1/10★★★★☆Visit Chattermill -
Best forQualitative researchers seeking collaboration on a budget
Mixed-methods coding and collaboration, with a 30-day trial and paid plans from $12.95 per active month.
8.0/10★★★★☆Visit Dedoose -
Best forTeams that need broad customer-feedback analysis
Kapiche turns feedback from multiple channels into themes, sentiment, and summaries.
- Sentiment analysis
7.9/10★★★★☆Visit Kapiche -
Best forLarge teams connecting feedback insights to action
Connect feedback themes and sentiment to dashboards, summaries, and team workflows.
- Sentiment analysis
7.8/10★★★★☆Visit Thematic -
Best forBudget-conscious teams doing visual qualitative coding
A focused qualitative coding tool with cloud collaboration and offline desktop options.
7.7/10★★★★☆Visit Quirkos -
Best forTeams converting text into natural-sounding speech
A capable speech-generation service, but not a tool for analyzing text.
7.6/10★★★★☆Try Azure AI Speech -
Best forDevelopers and researchers focused on topic modeling
A flexible Python library for topic modeling, built for teams comfortable with self-hosting.
- Topic modeling
7.6/10★★★★☆Visit BERTopic -
Best forDevelopers adding text classification through an API
A cloud NLP service for adding text classification and other language tasks through APIs.
- Entity extraction
- Sentiment analysis
7.5/10★★★★☆Visit AWS -
Best forCloud API sentiment and entity analysis
Cloud API for entities, sentiment, classification, syntax, moderation and language detection.
- Entity extraction
- Sentiment analysis
7.4/10★★★★☆Visit Google Cloud -
Best forSmall research teams coding projects online
A browser-based workspace for coding and querying text and media with collaborators.
7.2/10★★★★☆Visit webQDA -
Best forResearchers analyzing synchronized media and transcripts
A media-centered qualitative analysis suite with transcription, coding, collaboration, and AI exploration.
7.1/10★★★★☆Visit Transana -
Best forResearchers needing free, statistical text exploration
A capable open-source toolkit for statistical text exploration on Windows and macOS.
- Topic modeling
7.0/10★★★★☆Visit KH Coder -
Best forStudents exploring text corpora in a browser
An open-source workspace for exploring corpora through search, visualizations, and text analysis.
- Topic modeling
- Entity extraction
6.9/10★★★☆☆Visit Voyant Tools -
Best forCollaborative teams annotating and querying documents
A free, open-source workspace for annotating, querying and visualizing text corpora.
6.8/10★★★☆☆Visit CATMA -
Best forTeams wanting free, open-source qualitative coding
A desktop qualitative analysis tool for coding and retrieving text and multimedia material.
6.7/10★★★☆☆Visit QualCoder -
Best forTeams needing free document highlighting and tagging
A focused, flexible coding workspace for teams that need free document annotation.
6.6/10★★★☆☆Visit Taguette -
Best forDevelopers building custom topic models
A free, self-hosted Python library for building topic models and text-analysis workflows.
6.5/10★★★☆☆Visit Gensim -
Best forCorpus linguists wanting free desktop text exploration
A focused, free desktop toolkit for corpus exploration across major platforms.
6.4/10★★★☆☆Visit AntConc -
Best forUsers seeking a simple free corpus-analysis tool
A free, focused toolkit for examining words and relationships in text corpora.
6.3/10★★★☆☆Visit LancsBox -
Best forEnterprise multilingual text classification
Multilingual feedback analysis with classification, sentiment, trends, dashboards, and a REST API.
- Sentiment analysis
6.2/10★★★☆☆Contact Luminoso -
Best forNVivo users who mainly need transcription
A focused cloud transcription service for NVivo workflows, not a full text-analysis suite.
6.0/10★★★☆☆Visit NVivo
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Sentiment analysis | Score |
|---|---|---|---|---|---|
| 1 | MAXQDA | No | Yes | 9.3 | |
| 2 | SAS Visual Text Analytics | Yes | 9.1 | ||
| 3 | ATLAS.ti | No | Yes | 8.8 | |
| 4 | WordStat | Yes | 8.6 | ||
| 5 | QDA Miner | No | Yes | 8.4 | |
| 6 | Lexalytics | Yes | 8.3 | ||
| 7 | Chattermill | Yes | 8.1 | ||
| 8 | Dedoose | No | $12.95/mo | 8.0 | |
| 9 | Kapiche | No | $1,060/mo | Yes | 7.9 |
| 10 | Thematic | No | $25,000/yr | Yes | 7.8 |
| 11 | Quirkos | No | $5/mo | No | 7.7 |
| 12 | Azure AI Speech | Yes | 7.6 | ||
| 13 | BERTopic | Yes | Free | 7.6 | |
| 14 | Amazon Comprehend | No | Yes | 7.5 | |
| 15 | Google Cloud Natural Language API | Yes | Yes | 7.4 | |
| 16 | webQDA | No | €52 one-time | 7.2 | |
| 17 | Transana | No | $210/yr | 7.1 | |
| 18 | KH Coder | Yes | No | 7.0 | |
| 19 | Voyant Tools | Free | 6.9 | ||
| 20 | CATMA | Yes | Free | 6.8 | |
| 21 | QualCoder | Yes | Free | 6.7 | |
| 22 | Taguette | Yes | Free | 6.6 | |
| 23 | Gensim | Yes | Free | 6.5 | |
| 24 | AntConc | Yes | Free | No | 6.4 |
| 25 | LancsBox | Yes | Free | 6.3 | |
| 26 | Luminoso | Yes | 6.2 | ||
| 27 | NVivo Transcription | No | 6.0 |
Head-to-head All 20 comparisons →
- MAXQDA vs SAS Visual Text Analytics
- MAXQDA vs WordStat
- MAXQDA vs Lexalytics
- SAS Visual Text Analytics vs ATLAS.ti
- SAS Visual Text Analytics vs WordStat
- SAS Visual Text Analytics vs QDA Miner
- SAS Visual Text Analytics vs Lexalytics
- SAS Visual Text Analytics vs Chattermill
- SAS Visual Text Analytics vs Dedoose
Buyer's guide
How much do text analysis software products cost? Of the 27 we ranked, 10 have a free plan and 3 publish a paid starting price. The lowest is $5/mo (Quirkos); a typical starting price is about $12.95/mo. Prices checked September 2026.
Which text analysis software products have a free plan? 10 of the 27 we ranked list one. The highest-ranked are Azure AI Speech (7.6/10), BERTopic (7.6/10) and Google Cloud Natural Language API (7.4/10).
Which features set text analysis software products apart? Topic modeling: 7 of 27, including MAXQDA (9.3/10), SAS Visual Text Analytics (9.1/10) and ATLAS.ti (8.8/10). Entity extraction: 8 of 27, including SAS Visual Text Analytics (9.1/10), ATLAS.ti (8.8/10) and WordStat (8.6/10). Sentiment analysis: 12 of 27, including MAXQDA (9.3/10), SAS Visual Text Analytics (9.1/10) and ATLAS.ti (8.8/10).
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How we rank text analysis software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update